CN103777518B - Satellite navigation time service system and method based on the method for least square improved - Google Patents
Satellite navigation time service system and method based on the method for least square improved Download PDFInfo
- Publication number
- CN103777518B CN103777518B CN201410029055.5A CN201410029055A CN103777518B CN 103777518 B CN103777518 B CN 103777518B CN 201410029055 A CN201410029055 A CN 201410029055A CN 103777518 B CN103777518 B CN 103777518B
- Authority
- CN
- China
- Prior art keywords
- square
- time service
- during
- polynomial
- module
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Landscapes
- Electric Clocks (AREA)
- Position Fixing By Use Of Radio Waves (AREA)
Abstract
nullThe present invention relates to satellite navigation time service system and method based on the method for least square improved,System includes base band demodulating module、Positioning calculation module、Least square time service module、Local clock and second signal generator,Base band demodulating part by the moonscope amount obtained and loop integral energy input to positioning calculation part,Thus obtain positional information and the clock correction information of receiver,Utilize method of least square will to be fitted time during this locality with system afterwards,When obtaining corresponding local of whole moment second during next system,Eliminate a part of effect of noise,Complete high accuracy time service,By making least square fitting to during this locality with orthogonal polynomial model during system,Reduce the shake of second signal generator,Improve time service precision,Caused more greatly degeneration and the problem of coefficient solution extremely unstable of finding the inverse matrix when solving general polynomial matching by exponent number simultaneously.
Description
Technical field
The present invention relates to field of satellite navigation, specially relate to a kind of satellite navigation based on the method for least square improved and award
Time system and method.
Background technology
In recent years, along with the development of satellite navigation system, the application of Technique of Satellite Navigation and Positioning is increasingly wider,
Being widely used in many industries such as communication, electric power, traffic, satellite navigation time service service has precision height, wide coverage, cost
The feature such as cheap, has become as one critical function of satellite navigation system, provides Perfect Time service for industry-by-industry.
The clocking error of local receiver, while realizing location and constant speed function, can be believed by satellite navigation system
Breath resolves in the lump.In general, according to the principle of satellite navigation location, the satellite that observation simultaneously is more than four, it is possible to
Realize location, and receiver clock-offsets can be calculated.Simultaneously from the definition of time service, GPS receiver is utilized to carry out time service main
It is to obtain current moment, carries out the code acquisition of satellite by receiver, follow the tracks of, demodulate navigation message, by calculating
Clock correction can obtain the current moment, complete time service.
But, directly utilized clock correction information in the past and second signal be corrected error relatively greatly, and Crystal Oscillator Errors also can carry
The clocking error come, it is therefore desirable to technical staff innovates from the circuit and processing method of satellite navigation time service system and changes
Come in solve these not enough.
Summary of the invention
The purpose of the present invention is aiming at directly utilizing clock correction information and second signal is corrected error relatively greatly, and crystal oscillator
The shortcoming of the clocking error that error is brought, it is provided that a kind of satellite navigation time service system based on the method for least square improved and side
Method, by establishing orthogonal polynomial model to during the system of a period of time Continuous Observation with the time series constituted time local,
Carry out least square fitting such that it is able to forecast when directly utilizing model to this locality, reduce the shake of clock, have simultaneously
Effect solves the ill-condition matrix problem that general polynomial matching exists.
The technical scheme is that
A kind of satellite navigation time service system based on method of least square, it is characterised in that include base band demodulating module, location
Resolve module, least square time service module, local clock and second signal generator;
Base band demodulating module, by the moonscope amount received and loop integral energy, passes to positioning calculation module,
Positioning calculation module resolves the receiver clock-offsets information that obtains and tries to achieve system time, least square time service module to during system with
Orthogonal polynomial model is used to carry out least square fitting time local, in the second when calculating corresponding local of whole moment second during system
Exporting in signal generator, obtain pps pulse per second signal, on the one hand local clock works for base band demodulating module, on the one hand control
Second signal generator processed started to reset counting in whole moment second, and wherein, least square time service module is by positioning calculation module, minimum
Two take advantage of wave filter, local clock and second signal generator to connect and compose.
Utilize the method that described a kind of satellite navigation time service system based on method of least square realizes satellite navigation time service, its
It is characterised by, described least square time service module carries out a young waiter in a wineshop or an inn to during system with using orthogonal polynomial model time local
Taking advantage of matching, it is achieved least square time service, described method comprises the steps:
Step 1: positioning calculation module, according to the moonscope amount received and loop integral energy information, calculates and connects
Receipts machine clock correction information, thus when obtaining with this localityDuring corresponding system;
Step 2: carrying out least square fitting to time during this locality with system, process is as follows:
The most all there is polynomial feature due to time series, when fitting of a polynomial model therefore can be used to come this locality
It is fitted during with system;When assuming this localityDuring corresponding systemCan use following polynomial repressentation:
(1)
Wherein,For multinomial coefficient, k is exponent number;
Observation station when assuming to take one group of this localityDuring corresponding system it is, corresponding clock
Difference is, then equation is represented by:
Then have:
Above formula is write as matrix form:
Wherein,It is vectorial for clock correction,For vectorial during system,For coefficient vector corresponding with time local during system,
For vectorial, then during this locality:
,,,
Solve can obtain according to method of least square:
Polynomial coefficient can be tried to achieve by above formula, then bring this polynomial coefficient into multinomial model, the most available
Required multinomial model;
Found that used multinomial does not determine polynomial exponent number by series of computation, for during this locality and system
Time fitting of a polynomial, exponent number is the biggest, the most accurate to frequency drift correction, but amount of calculation is relatively big, and matrixClose to degenerating, it is
The solution of numberAlso extremely unstable;
Step 3: with multinomial model time local when utilizing the system obtained, tries to achieve during system corresponding to whole moment second
Time local, second signal generator obtains information output pps pulse per second signal during this locality, completes high accuracy time service;
Described least square time service module carries out least square to during system with using orthogonal polynomial model time local
Matching, uses orthogonal polynomial model matching to avoid the inversion process of matrix, and calculating process is simple, and orthogonal polynomial ratio
General polynomial is more stable, and easily quickly determines polynomial exponent number, and process is as follows:
For formula (1), represent with recurrence formula, it may be assumed that
() (2)
Can be to be written as form:
(3)
Wherein,Be respectively t once, secondary ..., k order polynomial,It is that some are optional
Constant, by (1) formulaUse respectivelyReplace, can obtain after arranging:
(4)
WhereinFor multinomial coefficient, k is exponent number;
Substantially (1) as broad as long with (4) formula, the most pro forma difference, if handleRegard as
New independent variable,In the moment, have (4) formula turns to least squares equation:
(5)
Wherein:
(6)
ForFamily of functions, can select coefficientMake function
Race meets orthogonality condition, it may be assumed that
(7)
Then:
(8)
Then equation (5) can be write as:
(9)
Solve equation and can obtain:
(10)
Use orthogonal polynomialLinear combination make least square curve fitting, as long as according to formula (2) and (7) progressively
ObtainWhile, calculate coefficient accordingly according to formula (10), and progressivelyIt is added toIn go last i.e.
Can obtain the matched curve of orthogonal polynomial model:。
Beneficial effect
Present invention design satellite navigation time service system based on the method for least square improved, by time during this locality with system
Orthogonal polynomial model make least square fitting, reduce the shake of second signal generator, improve time service precision, solve simultaneously
Determined general polynomial matching time caused more greatly the degeneration of finding the inverse matrix by exponent number, thus cause asking of coefficient solution extremely unstable
Topic.
Accompanying drawing explanation
Fig. 1 is the satellite navigation time service system block diagram based on the method for least square improved of the present invention.
Fig. 2 is least square time service module block diagram in the present invention.
In figure: in figure: 01. positioning calculation module, 02. base band demodulating module, 03. local clock, 04. least square
Time service module, 05. second signal generator.
Detailed description of the invention
Below in conjunction with specific embodiment the present invention described:
The specific embodiments figure of the present embodiment as shown in Figure 1 and Figure 2, award by a kind of satellite navigation based on method of least square
Time system, including base band demodulating module 02, positioning calculation module 01, least square time service module 04, local clock 03 and second believe
Number generator 05.Base band demodulating module 02, by the moonscope amount received and loop integral energy, passes to positioning calculation
Module 01, positioning calculation module 01 tries to achieve system time, least square time service module with resolving the receiver clock-offsets information obtained
Carry out least square fitting with using orthogonal polynomial model time local during 04 pair of system, calculate whole moment second during system corresponding
Local time export in second signal generator, obtain pps pulse per second signal, local clock 03 1 aspect is base band demodulating mould
Block works, and on the one hand controls second signal generator and starts to reset counting in whole moment second.
Least square time service module 04 is main by positioning calculation module, least square filter, local clock and second signal
Generator connects and composes.
According to the above description, the solution of the present invention can be realized in conjunction with art technology.
Claims (2)
1. a satellite navigation time service system based on method of least square, it is characterised in that include that base band demodulating module, location solve
Calculate module, least square time service module, local clock and second signal generator;
Base band demodulating module, by the moonscope amount received and loop integral energy, passes to positioning calculation module, location
Resolving module resolves the receiver clock-offsets information obtained and tries to achieve system time, and least square time service module is to during system and this locality
Shi Caiyong orthogonal polynomial model carries out least square fitting, at second signal when calculating corresponding local of whole moment second during system
Exporting in generator, obtain pps pulse per second signal, on the one hand local clock works for base band demodulating module, on the one hand controls the second
Signal generator started to reset counting in whole moment second, and wherein, least square time service module is by positioning calculation module, least square
Wave filter, local clock and second signal generator connect and compose.
2. utilize a kind of satellite navigation time service system based on method of least square described in claim 1 to realize satellite navigation time service
Method, it is characterised in that entered with using orthogonal polynomial model time local during system by described least square time service module
Row least square fitting, it is achieved least square time service, described method comprises the steps:
Step 1: positioning calculation module, according to the moonscope amount received and loop integral energy information, calculates receiver
Clock correction information, thus obtain x (t) during the system corresponding with t time local;
Step 2: carrying out least square fitting to time during this locality with system, process is as follows:
The most all there is polynomial feature due to time series, therefore can use fitting of a polynomial model to during this locality be
It is fitted during system;When assuming this locality, during system corresponding to t, x (t) can use following polynomial repressentation:
X (t)=a0+a1t+a2t2+…+aktk (1)
Wherein, a0,a1,a2,…akFor multinomial coefficient, k is exponent number;
Observation station t when assuming to take one group of this locality1,t2,…,tmIt is x (t during corresponding system1),x(t2),…,x(tm), accordingly
Clock correction is v1,v2,…,vm, then equation is represented by:
Then have:
Above formula is write as matrix form:
V=Aa-X
Wherein, V is clock correction vector, vector when X is system, coefficient vector corresponding with time local when a is system, when A is local
Vector, then:
Solve can obtain according to method of least square:
(ATA) a=ATX
A=(ATA)-1ATX
Polynomial coefficient can be tried to achieve by above formula, then bring this polynomial coefficient into multinomial model, i.e. available required
The multinomial model wanted;
Found that used multinomial does not determine polynomial exponent number by series of computation, for during this locality with system time
Fitting of a polynomial, exponent number is the biggest, the most accurate to frequency drift correction, but amount of calculation is relatively big, and matrix ATA is close to degenerate, coefficient
Solve a also extremely unstable;
Step 3: with multinomial model time local during the system that utilization obtains, try to achieve this locality corresponding to whole moment second during system
Time, second signal generator obtains information output pps pulse per second signal during this locality, completes high accuracy time service;
Described least square time service module carries out least square fitting to during system with using orthogonal polynomial model time local,
Using orthogonal polynomial model matching to avoid the inversion process of matrix, calculating process is simple, and orthogonal polynomial ratio is general
Multinomial is more stable, and easily quickly determines polynomial exponent number, and process is as follows:
For formula (1), represent with recurrence formulaThat is:
Can be to be written as form:
Wherein,Be respectively t once, secondary ..., k order polynomial, βi,jIt is that some are the most normal
Number, by the t in (1) formulakUse respectivelyReplace, can obtain after arranging:
Wherein b0,b1,b2,…bkFor multinomial coefficient, k is exponent number;
Substantially (1) as broad as long with (4) formula, the most pro forma difference, if handleRegard new as
Independent variable, at t1,…,tmIn the moment, have (4) formula turns to least squares equation:
Wherein:
Wherein L is intermediate parameters;
ForFamily of functions, can select factor beta1,0,β2,1,β2,0,...,βk,k-1,...,βk,0Make function
Race meets orthogonality condition, it may be assumed that
Then:
Then equation (5) can be write as:
Solve equation and can obtain:
Use orthogonal polynomialLinear combination make least square curve fitting, as long as progressively obtaining according to formula (2) and (7)While, calculate coefficient b accordingly according to formula (10)i, and progressivelyIt is added in x (t) to go finally
The matched curve of orthogonal polynomial model:
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201410029055.5A CN103777518B (en) | 2014-01-22 | 2014-01-22 | Satellite navigation time service system and method based on the method for least square improved |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201410029055.5A CN103777518B (en) | 2014-01-22 | 2014-01-22 | Satellite navigation time service system and method based on the method for least square improved |
Publications (2)
Publication Number | Publication Date |
---|---|
CN103777518A CN103777518A (en) | 2014-05-07 |
CN103777518B true CN103777518B (en) | 2016-09-14 |
Family
ID=50569897
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201410029055.5A Active CN103777518B (en) | 2014-01-22 | 2014-01-22 | Satellite navigation time service system and method based on the method for least square improved |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN103777518B (en) |
Families Citing this family (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN106292267B (en) * | 2016-07-28 | 2019-08-02 | 武汉纳时科技有限公司 | A kind of GNSS high-precision time service terminal system and time service method |
CN106292268B (en) * | 2016-07-28 | 2018-10-26 | 武汉纳时科技有限公司 | Time service terminal device and pulse per second (PPS) based on GNSS receiver tame method |
CN108197339B (en) * | 2017-08-14 | 2021-07-27 | 同济大学 | Dynamic displacement monitoring method of real-time acceleration integral algorithm based on recursive least square method |
CN111400842B (en) * | 2018-12-17 | 2023-08-15 | 北京华航无线电测量研究所 | High-precision frame angle compensation method |
CN110138491B (en) * | 2019-05-17 | 2021-04-16 | 南方电网科学研究院有限责任公司 | GPS clock compensation method based on generalized weighted least square method |
CN110133997B (en) * | 2019-05-17 | 2021-04-16 | 长沙理工大学 | Method for detecting satellite clock abnormity |
CN110703280A (en) * | 2019-10-25 | 2020-01-17 | 南京天际易达通信技术有限公司 | Clock error estimation method for satellite navigation time service type receiver |
CN113253306B (en) * | 2021-06-07 | 2021-10-08 | 中国人民解放军国防科技大学 | Method and device for simulating GNSS multipath channel |
CN114626487B (en) * | 2022-05-16 | 2023-09-05 | 南昌工程学院 | Linear transformation relation checking method based on random forest classification algorithm |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN201323567Y (en) * | 2009-01-20 | 2009-10-07 | 国网电力科学研究院 | High precision GPS clock used in detection station of time difference between thunder and lightening |
CN102566410A (en) * | 2012-02-16 | 2012-07-11 | 北京华力创通科技股份有限公司 | Method and device for calibrating local clock based on satellite time service |
CN103176190A (en) * | 2013-03-06 | 2013-06-26 | 西北工业大学 | High-precision timing system and high-precision timing method based on satellite navigation and Kalman filter |
CN103309229A (en) * | 2013-07-10 | 2013-09-18 | 中国人民解放军国防科学技术大学 | Satellite-to-ground dynamic bidirectional time synchronization and ranging combined algorithm based on fitting method |
Family Cites Families (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP4258471B2 (en) * | 2005-01-13 | 2009-04-30 | セイコーエプソン株式会社 | Time error information providing system, terminal device, terminal device control method, terminal device control program, and computer-readable recording medium recording the terminal device control program |
-
2014
- 2014-01-22 CN CN201410029055.5A patent/CN103777518B/en active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN201323567Y (en) * | 2009-01-20 | 2009-10-07 | 国网电力科学研究院 | High precision GPS clock used in detection station of time difference between thunder and lightening |
CN102566410A (en) * | 2012-02-16 | 2012-07-11 | 北京华力创通科技股份有限公司 | Method and device for calibrating local clock based on satellite time service |
CN103176190A (en) * | 2013-03-06 | 2013-06-26 | 西北工业大学 | High-precision timing system and high-precision timing method based on satellite navigation and Kalman filter |
CN103309229A (en) * | 2013-07-10 | 2013-09-18 | 中国人民解放军国防科学技术大学 | Satellite-to-ground dynamic bidirectional time synchronization and ranging combined algorithm based on fitting method |
Non-Patent Citations (5)
Title |
---|
两种模型用于卫星钟差预报的性能分析;朱陵凤等;《飞行器测控学报》;20070630;第26卷(第3期);39-43 * |
利用切比雪夫多项式模型进行时间预报的研究;刘晓刚;《大地测量与地球动力学》;20100228;第30卷(第1期);77-87 * |
基于最小二乘和卡尔曼滤波方法进行原子时预报的研究;刘晓刚;《海洋测绘》;20080531;第28卷(第3期);24-26 * |
基于最小二乘支持向量机的钟差预报;雷雨等;《大地测量与地球动力学》;20130430;第33卷(第2期);91-95 * |
正交最小二乘曲线拟合法;丁克良等;《测绘科学》;20070531;第32卷(第3期);18-19 * |
Also Published As
Publication number | Publication date |
---|---|
CN103777518A (en) | 2014-05-07 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN103777518B (en) | Satellite navigation time service system and method based on the method for least square improved | |
CN103499822B (en) | A kind of double star seat quick satellite selection method based on optimum GDOP and Newton's identities | |
CN103344976B (en) | A kind of auxiliary satellite navigation localization method and accordingly positioning terminal | |
CN105158782B (en) | A kind of wide lane ambiguity calculation method of BDS and GPS observation informations fusion | |
Hu et al. | Development of an automatic identification system autonomous positioning system | |
CN102968552B (en) | A kind of satellite orbit data estimation and modification method | |
WO2016147569A1 (en) | Satellite positioning system, electronic instrument, and positioning method | |
CA3016332A1 (en) | Position estimation in a low earth orbit satellite communications system | |
CN105842720B (en) | A kind of wide area precision real-time location method based on carrier phase | |
CN109901206B (en) | Single-star positioning and time service method based on low-orbit satellite radio range signal | |
CN107861131A (en) | The acquisition methods and system of a kind of wrong path footpath ionosphere delay | |
CN105045086B (en) | A kind of improved high accuracy RDSS time service methods | |
CN103760572A (en) | Single-frequency PPP ionosphere weighting method based on region CORS | |
CN103033833B (en) | Method of correcting troposphere delaying errors | |
CN107544082A (en) | The step modeling of Big Dipper IGSO/MEO satellite pseudorange codes deviation one | |
CN103176190B (en) | High-precision timing system and high-precision timing method based on satellite navigation and Kalman filter | |
CN106093967A (en) | The ionosphere delay method for solving that a kind of pseudorange phase place is comprehensive | |
CN105445755A (en) | CORS region ionosphere modeling method | |
CN101609143A (en) | A kind of satellite timing method that strengthens based on wide area differential | |
CN103268407B (en) | A kind of orbital data interpolation method based on Lagrange's interpolation and Kalman filtering | |
CN104020444A (en) | Indoor combined positioning method for double-wheel differential motion robot | |
CN106443733A (en) | Positioning system and method for unmanned plane | |
CN104483689A (en) | Determination method for BDS reference station three-frequency carrier phase whole cycle ambiguities | |
CN109085616A (en) | A kind of satellite timing method, device and storage medium | |
CN108761508A (en) | A kind of satellite position restores with satellite clock correction and track clock error correction number representation method |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
C14 | Grant of patent or utility model | ||
GR01 | Patent grant | ||
C56 | Change in the name or address of the patentee | ||
CP01 | Change in the name or title of a patent holder |
Address after: 300462 Binhai New Area, Tianjin economic and Technological Development Zone, North Street, No. 141 Patentee after: Tianjin 712 Communications Broadcasting Limited by Share Ltd Patentee after: Beijing Hualongtong Technology Co., Ltd. Address before: 300462 Binhai New Area, Tianjin economic and Technological Development Zone, North Street, No. 141 Patentee before: Tianjin 712 Communication Broadcast Co., Ltd. Patentee before: Beijing Hualongtong Technology Co., Ltd. |